WIP limits per person are sometimes the first step folks new to kanban take in order to stem the bleeding of overburdened people. More advanced teams set WIP limits at team levels in order to optimize workflow at the bigger-picture level, instead of just the local level. This helps multiple teams to collaborate on team goals instead of focusing narrowly on individual goals.
